Abstract
We investigate the properties of robust solutions of the Capacitated Facility Location Problem with uncertain demand. We show that the monotonic behavior of the price of robustness is not guaranteed, and therefore that one cannot discriminate among alternative robust solutions by simply relying on the trade-off price-vs-robustness. Furthermore, we report a computational study on benchmark instances from the literature and on instances derived from a real-world application, which demonstrates the validity in practice of our findings.
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More precisely, we have that \( \frac{\sum _{i=1}^{n_s} FV((\mathbf {y}^*,\mathbf {x}^*),\mathbf{d} _i)}{n_s} \rightarrow {\mathbb {E}}_\mathbf{d \in U({\hat{\varepsilon }})} (FV((\mathbf {y}^*,\mathbf {x}^*),\mathbf{d} ))\) for \(n_s \rightarrow \infty \).
References
An, Y., Zeng, B., Zhang, Y., Zhao, L.: Reliable p-median facility location problem: two-stage robust models and algorithms. Transp. Res. Part B: Methodol. 64, 54–72 (2014)
Beasley, J.: An algorithm for solving large capacitated warehouse location problems. Eur. J. Oper. Res. 33(3), 314–325 (1988)
Ben-Tal, A., Nemirovski, A.: Selected topics in robust convex optimization. Math. Program. 112(1), 125–158 (2007)
Ben-Tal, A., Goryashko, A., Guslitzer, E., Nemirovski, A.: Adjustable robust solutions of uncertain linear programs. Math. Program. 99(2), 351–376 (2004)
Ben-Tal, A., El Ghaoui, L., Nemirovski, A.: Robust Optimization. Princeton University Press, Princeton (2009)
Bertsimas, D., Sim, M.: The price of robustness. Oper. Res. 52(1), 35–53 (2004)
Bertsimas, D., Brown, D.B., Caramanis, C.: Theory and applications of robust optimization. SIAM Rev. 53(3), 464–501 (2011)
Chassein, A., Goerigk, M.: A bicriteria approach to robust optimization. Comput. Oper. Res. 66, 181–189 (2016). https://doi.org/10.1016/j.cor.2015.08.007
Correia, I., da Gama, F.S.: Facility location under uncertainty. In: Laporte, G., Nickel, S., da Gama, F.S. (eds.) Location Science, pp. 177–203. Springer, Berlin (2015)
Daskin, M.S.: Network and Discrete Location. Wiley, Hoboken (1995)
Du, B., Zhou, H., Leus, R.: A two-stage robust model for a reliable p-center facility location problem. Appl. Math. Model. 77, 99–114 (2020)
Gabrel, V., Murat, C., Thiele, A.: Recent advances in robust optimization: An overview. Eur. J. Oper. Res. 235(3), 471–483 (2014)
Gülpinar, N., Pachamanova, D., Çanakoğlu, E.: Robust strategies for facility location under uncertainty. Eur. J. Oper. Res. 225(1), 21–35 (2013)
Iancu, D.A., Trichakis, N.: Pareto efficiency in robust optimization. Manag. Sci. 60(1), 130–147 (2014)
Laporte, G., Nickel, S., da Gama, F.S.: Location Science. Springer, Berlin (2015)
Lodi, A., Mossina, L., Rachelson, E.: Learning to handle parameter perturbations in combinatorial optimization: An application to facility location. EURO J. Transp. Log. 9(4), 100023 (2020)
Lu, M., Shen, Z.J.: A review of robust operations management under model uncertainty. Prod. Oper. Manag. (2020). https://doi.org/10.1111/poms.13239
McGarvey, R.G., Thorsen, A.: Nested-solution facility location models. Optim. Lett. (2021). https://doi.org/10.1007/s11590-021-01759-4
Melo, M., Nickel, S., da Gama, F.S.: Facility location and supply chain management: a review. Eur. J. Oper. Res. 196(2), 401–412 (2009)
Opher, B., Milner, J., Naseraldin, H.: Facility location: a robust optimization approach. Prod. Oper. Manag. 20(5), 772–785 (2010)
Rosenwein, M.B.: Discrete Location Theory, edited by P. B. Mirchandani and R. L. Francis, John Wiley & Sons, New York, 1990, 555 pp., vol. 24. Wiley, Hoboken (1994)
Snyder, L.V.: Facility location under uncertainty: a review. IIE Trans. 38(7), 547–564 (2006)
Zeng, B., Zhao, L.: Solving two-stage robust optimization problems using a column-and-constraint generation method. Oper. Res. Lett. 41(5), 457–461 (2013)
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Baldacci, R., Caserta, M., Traversi, E. et al. Robustness of solutions to the capacitated facility location problem with uncertain demand. Optim Lett 16, 2711–2727 (2022). https://doi.org/10.1007/s11590-021-01848-4
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DOI: https://doi.org/10.1007/s11590-021-01848-4